Summary
Conference Proceedings | |
Journal Articles | |
Editorials | |
Book Chapters | |
Recent Preprints | |
Patents |
2025
2024
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Modeling Contour Measurements of Elliptical Extended Objects via Gaussian Spatial DistributionsS. Steuernagel, K. Thormann, and M. Baum2024 Sensor Data Fusion: Trends, Solutions, Applications (SDF), 2024.
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Reducing Drift of Lidar Odometry by Incorporating OpenStreetMap Building DataA. Kurda, S. Steuernagel, L. Jung, and M. BaumTechRxiv, Sep. 2024.
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Track-to-track Association based on Deterministic Sampling using HerdingL. M. Wolf and M. Baum2024 27th International Conference on Information Fusion (FUSION), 2024.
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Random Matrix-based Tracking of Rectangular Extended Objects with Contour MeasurementsS. Steuernagel, K. Thormann, and M. Baum2024 27th International Conference on Information Fusion (FUSION), 2024.
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Indoor Localization based on Short-Range Radar and Rotating LandmarksK. Thormann, S. Steuernagel, and M. Baum2024 27th International Conference on Information Fusion (FUSION), 2024.
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Extended Object Tracking by Rao-Blackwellized Particle Filtering for Orientation EstimationS. Steuernagel and M. BaumTechRxiv, Mar. 2024.
2023
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Point Cloud Registration based on Gaussian Mixtures and Pairwise Wasserstein DistancesS. Steuernagel, A. Kurda, and M. Baum2023 IEEE Symposium Sensor Data Fusion and International Conference on Multisensor Fusion and Integration (SDF-MFI), Bonn, Germany, 2023.
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Single-Frame Radar Odometry Incorporating Bearing UncertaintyK. Thormann and M. Baum2023 IEEE Symposium Sensor Data Fusion and International Conference on Multisensor Fusion and Integration (SDF-MFI), Bonn, Germany, 2023.
Best Paper Award, 2nd Runner Up
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Evaluation Scores for Elliptic Extended Object Tracking Considering Diverse Object SizesS. Steuernagel, K. Thormann, and M. Baum2023 26th International Conference on Information Fusion (FUSION), Charleston, SC, USA, 2023.
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Improved Extended Object Tracking with Efficient Particle-based Orientation EstimationS. Steuernagel, K. Thormann, and M. Baum2023 26th International Conference on Information Fusion (FUSION), Charleston, SC, USA, 2023.
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Track-to-track Association based on Stochastic OptimizationL. M. Wolf, S. Steuernagel, K. Thormann, and M. Baum2023 26th International Conference on Information Fusion (FUSION), Charleston, SC, USA, 2023.
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Multitarget–Multidetection Tracking Using the Kernel SME FilterE. Ernst, F. Pfaff, M. Baum, and U. D. Hanebeck2023 26th International Conference on Information Fusion (FUSION), Charleston, SC, USA, 2023.
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Adaptive Kalman Filter Tracking for Instantaneous Aircraft Flutter MonitoringR. Volkmar, K. Thormann, K. Soal, Y. Govers, M. Böswald, and M. Baum2023 26th International Conference on Information Fusion (FUSION), Charleston, SC, USA, 2023.
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The Kernel-SME Filter with Adaptive Kernel Widths for Association-free Multi-target TrackingE. Ernst, F. Pfaff, U. D. Hanebeck, and M. Baum2023 American Control Conference (ACC), San Diego, CA, USA, 2023.
Best Student Paper Award Finalist
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An Overview of the PAKF-JPDA Approach for Elliptical Multiple Extended Target Tracking Using High-Resolution Marine Radar DataJ. S. Fowdur, M. Baum, F. Heymann, and P. BanysRemote Sensing, vol. 15, no. 10, May 2023.
2022
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ImputAccur: fast and user-friendly calculation of genotype-imputation accuracy-measuresK. A. Thormann, V. Tozzi, P. Starke, H. Bickeböller, M. Baum, and A. RosenbergerBMC Bioinformatics, vol. 23, no. 1, Aug. 2022.
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CNN-based Shape Estimation for Extended Object Tracking using Point Cloud MeasurementsS. Steuernagel, K. Thormann, and M. Baum2022 25th International Conference on Information Fusion (FUSION), Linköping, Sweden, 2022.
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Track-to-Track Fusion for Elliptical Extended Targets Parameterized with Orientation and Semi-Axes LengthsK. Thormann and M. Baum2022 25th International Conference on Information Fusion (FUSION), Linköping, Sweden, 2022.
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Deterministic Gaussian Filtering based on HerdingL. M. Wolf and M. Baum2022 25th International Conference on Information Fusion (FUSION), Linköping, Sweden, 2022.
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A Tutorial on Multiple Extended Object TrackingK. Granström and M. BaumTechRxiv, Feb. 2022.
Tutorial webpage
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Apparatus and method for tracking of extended objects. Google Patents, 2022.
2021
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An Elliptical Principal Axes-based Model for Extended Target Tracking with Marine Radar DataJ. S. Fowdur, M. Baum, and F. Heymann2021 IEEE 24th International Conference on Information Fusion (FUSION), South Africa, 2021.
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Continuous Herded Gibbs SamplingL. Wolf and M. Baum2021 IEEE 24th International Conference on Information Fusion (FUSION), South Africa, 2021.
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Incorporating Range-Rate Measurements in EKF-based Elliptical Extended Object TrackingK. Thormann and M. Baum2021 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), Karlsruhe, Germany, 2021.
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Fusion of Elliptical Extended Object Estimates Parameterized with Orientation and Axes LengthsK. Thormann and M. BaumIEEE Transactions on Aerospace and Electronic Systems, vol. 57, no. 4, Aug. 2021.
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Real-World Marine Radar Datasets for Evaluating Target Tracking MethodsJ. S. Fowdur, M. Baum, and F. HeymannSensors, vol. 21, no. 14, Jul. 2021.
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Kalman Filter Based Extended Object Tracking with a Gaussian Mixture Spatial Distribution ModelK. Thormann, S. Yang, and M. Baum2021 IEEE Intelligent Vehicles Symposium Workshops (IV Workshops), Nagoya, Japan, 2021.
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Constraint-Based Hierarchical Cluster Selection in Automotive Radar DataC. Malzer and M. BaumSensors, vol. 21, no. 10, May 2021.
2020
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Simulation-based Analysis of Multipath Delay Distributions in Urban CanyonsS. Ollander, F.-W. Bode, and M. Baum2020 European Navigation Conference (ENC), Dresden, Germany, 2020.
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Assymetric Noise Tailoring for Vehicle Lidar data in Extended Object TrackingH. Kaulbersch, J. Honer, and M. Baum2020 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), Virtual, 2020.
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Deterministic Gibbs Sampling for Data Association in Multi-Object TrackingL. M. Wolf and M. Baum2020 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), Virtual, 2020.
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A Hybrid Approach To Hierarchical Density-based Cluster SelectionC. Malzer and M. Baum2020 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), Virtual, 2020.
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A Comparison of Kalman Filter-based Approaches for Elliptic Extended Object TrackingK. Thormann, S. Yang, and M. Baum2020 IEEE 23rd International Conference on Information Fusion (FUSION), Virtual, 2020.
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Marginal Association Probabilities for Multiple Extended Objects without Enumeration of Measurement PartitionsS. Yang, L. M. Wolf, and M. Baum2020 IEEE 23rd International Conference on Information Fusion (FUSION), Virtual, 2020.
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Dual-frequency Collaborative Positioning for Minimization of GNSS Errors in Urban CanyonsS. Ollander, F. A. Schiegg, F.-W. Bode, and M. Baum2020 IEEE 23rd International Conference on Information Fusion (FUSION), Virtual, 2020.
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Multipath Delay Estimation Using Signal Power Measurements from Multiple Carrier FrequenciesS. Ollander, F.-W. Bode, and M. Baum2020 International Conference on Localization and GNSS (ICL-GNSS), Tampere, Finland, 2020.
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Simulation Science: Second International Workshop, SimScience 2019, Clausthal-Zellerfeld, May 8-10, 2019, Revised Selected PapersN. Gunkelmann and M. Baum, Eds.Springer Cham 2020.
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On ABC Particle Filter Methods for Multiple Object TrackingF. Sigges and M. BaumSimulation Science: Second International Workshop, SimScience 2019, Clausthal-Zellerfeld, May 8-10, 2019, Revised Selected Papers, 2020.
2019
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Improving bimanual interaction with a prosthesis using semi-autonomous controlR. Volkmar, S. Dosen, J. Gonzalez-Vargas, M. Baum, and M. MarkovicJournal of NeuroEngineering and Rehabilitation, vol. 16, no. 1, Nov. 2019.
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A Marine Radar Dataset for Multiple Extended Target TrackingJ. S. Fowdur, M. Baum, and F. Heymann1st Maritime Situational Awareness Workshop (MSAW 2019), Villa Marigola, Lerici (La Spezia), Italy, 2019.
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Tracking the Orientation and Axes Lengths of an Elliptical Extended ObjectS. Yang and M. BaumIEEE Transactions on Signal Processing, vol. 67, no. 18, Sep. 2019.
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The Dual-frequency Post-correlation Difference Feature for Detection of Multipath and non-Line-of-Sight Errors in Satellite NavigationS. Ollander, F.-W. Bode, and M. Baum2019 22th International Conference on Information Fusion (FUSION), Ottawa, Canada, 2019.
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Optimal Fusion of Elliptic Extended Target Estimates Based on the Wasserstein DistanceK. Thormann and M. Baum2019 22th International Conference on Information Fusion (FUSION), Ottawa, Canada, 2019.
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Tracking Targets with Known Spatial Extent Using Experimental Marine Radar DataJ. S. Fowdur, M. Baum, and F. Heymann2019 22th International Conference on Information Fusion (FUSION), Ottawa, Canada, 2019.
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EM-based Extended Target Tracking with Automotive Radar using Learned Spatial Distribution ModelsH. Kaulbersch, J. Honer, and M. Baum2019 22th International Conference on Information Fusion (FUSION), Ottawa, Canada, 2019.
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Network Flow Labeling for Extended Target Tracking PHD filtersS. Yang, F. Teich, and M. BaumIEEE Transactions on Industrial Informatics, vol. 15, no. 7, Jul. 2019.
2018
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Linear programming based time lag identification in event sequencesM. F. Huber, M.-A. Zöller, and M. BaumAutomatica, vol. 98, no. 12, Dec. 2018.
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Simulation Science: First International Workshop, SimScience 2017, Göttingen, Germany, April 27-28, 2017, Revised Selected PapersM. Baum, G. Brenner, J. Grabowski, T. Hanschke, S. Hartmann, and A. Schöbel, Eds.Springer Cham 2018.
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Multi-Frequency GNSS Signal Fusion for Minimization of Multipath and Non-Line-of-Sight Errors: A SurveyS. Ollander, F.-W. Bode, and M. Baum2018 15th Workshop on Positioning, Navigation and Communications (WPNC), 2018.
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Linear-Time Joint Probabilistic Data Association for Multiple Extended Object TrackingS. Yang, K. Thormann, and M. Baum2018 IEEE 10th Sensor Array and Multichannel Signal Processing Workshop (SAM), Sheffield, United Kingdom, 2018.
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Extended Target Tracking Using Gaussian Processes with High-Resolution Automotive RadarK. Thormann, M. Baum, and J. Honer2018 21st International Conference on Information Fusion (FUSION), Cambridge, United Kingdom, 2018.
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A Cartesian B-Spline Vehicle Model for Extended Object TrackingH. Kaulbersch, J. Honer, and M. Baum2018 21st International Conference on Information Fusion (FUSION), Cambridge, United Kingdom, 2018.
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Post-Processing of Multi-Target Trajectories for Traffic Safety AnalysisT. Janz, A. Leich, M. Junghans, K. Gimm, S. Yang, and M. Baum2018 21st International Conference on Information Fusion (FUSION), Cambridge, United Kingdom, 2018.
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An Ensemble Kalman Filter for Feature-Based SLAM with Unknown AssociationsF. Sigges, C. Rauterberg, M. Baum, and U. D. Hanebeck2018 21st International Conference on Information Fusion (FUSION), Cambridge, United Kingdom, 2018.
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A General Reliability-Aware Fusion Concept Using DST and Supervised Learning with Its Applications in Multi-Source Road EstimationT. T. Nguyen, J. Spehr, D. Vock, M. Baum, S. Zug, and R. Kruse2018 IEEE Intelligent Vehicles Symposium (IV), Changshu, Suzhou, China, 2018.
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Guest Editorial Special Section on Multisensor Fusion and Integration for Intelligent SystemsU. Hanebeck, M. Baum, and M. F. HuberIEEE Transactions on Industrial Informatics, vol. 14, no. 3, Mar. 2018.
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Ensemble Kalman Filter Variants for Multi-Object Tracking with False and Missing Measurements, in Multisensor Fusion and Integration in the Wake of Big Data, Deep Learning and Cyber Physical System, Springer International Publishing, 2018.
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Improving Ego-Lane Detection by Incorporating Source Reliability, in Multisensor Fusion and Integration in the Wake of Big Data, Deep Learning and Cyber Physical System, Springer International Publishing, 2018.
2017
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Extended Object Tracking with Exploitation of Range Rate MeasurementsS. Bordonaro, P. Willett, Y. B. Shalom, T. Luginbuhl, and M. BaumISIF Journal of Advances in Information Fusion, vol. 12, no. 2, Dec. 2017.
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Extended Object Tracking: Introduction, Overview and ApplicationsK. Granström, M. Baum, and S. ReuterISIF Journal of Advances in Information Fusion, vol. 12, no. 2, Dec. 2017.
Tutorial webpage
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Guest Editorial: Special Issue on Extended Object TrackingK. Granström and M. BaumISIF Journal of Advances in Information Fusion, vol. 12, no. 2, Dec. 2017.
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A Survey of Performance Measures to Evaluate Ego-Lane Estimation and A Novel Sensor-Independent Measure Along with Its ApplicationsT. T. Nguyen, J. Spehr, J. Xiong, M. Baum, S. Zug, and R. Kruse2017 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), Daegu, Korea, 2017.
Best Poster Paper Award
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Online reliability assessment and reliability-aware fusion for Ego-Lane detection using influence diagram and Bayes filterT. T. Nguyen, J. Spehr, J. Xiong, M. Baum, S. Zug, and R. Kruse2017 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), Daegu, Korea, 2017.
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A nearest neighbour ensemble Kalman Filter for multi-object trackingF. Sigges and M. Baum2017 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), Daegu, South Korea, 2017.
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Fast road boundary detection and tracking in occupancy grids from laser scansK. Thormann, J. Honer, and M. Baum2017 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), Daegu, Korea, 2017.
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Random finite set particle filter for source enumeration and direction-of-arrival tracking using sonar arraysB. Balasingam, M. Baum, and P. Willett2017 20th International Conference on Information Fusion (Fusion), Xi’an, P.R. China, 2017.
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EM approach for tracking star-convex extended objectsH. Kaulbersch, M. Baum, and P. Willett2017 20th International Conference on Information Fusion (Fusion), Xi’an, P.R. China, 2017.
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A likelihood-free particle filter for multi-obiect trackingF. Sigges, M. Baum, and U. D. Hanebeck2017 20th International Conference on Information Fusion (Fusion), Xi’an, P.R. China, 2017.
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Learning an object tracker with a random forest and simulated measurementsK. Thormann, F. Sigges, and M. Baum2017 20th International Conference on Information Fusion (Fusion), Xi’an, P.R. China, 2017.
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Framework for mining event correlations and time lags in large event sequencesM.-A. Zöller, M. Baum, and M. F. Huber2017 IEEE 15th International Conference on Industrial Informatics (INDIN), Emden, Germany, 2017.
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Cognitive Video StreamingD. Pasupuleti, P. Mannaru, B. Balasingam, M. Baum, K. Pattipati, P. Willett, C. Lintz, G. Commeau, F. Dorigo, and J. FahrnyISIF Journal of Advances in Information Fusion, vol. 12, no. 1, Jun. 2017.
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GM-PHD filter for multiple extended object tracking based on the multiplicative error shape model and network flow labelingF. Teich, S. Yang, and M. Baum2017 IEEE Intelligent Vehicles Symposium (IV), Redondo Beach, CA, USA, 2017.
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Symmetrizing measurement equations for association-free multi-target tracking via point set distancesU. D. Hanebeck, M. Baum, and P. WillettSignal Processing, Sensor/Information Fusion, and Target Recognition XXVI, Anaheim, California, USA, 2017.
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Extended Kalman filter for extended object trackingS. Yang and M. Baum2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, USA, 2017.
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Comparative Evaluation for Recommender Systems for Book RecommendationsA. Tashkandi, L. Wiese, and M. BaumDatenbanksysteme für Business, Technologie und Web (BTW 2017) - Workshopband, Bonn, 2017.
2016
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Level-set random hypersurface models for tracking nonconvex extended objectsA. Zea, F. Faion, M. Baum, and U. D. HanebeckIEEE Transactions on Aerospace and Electronic Systems, vol. 52, no. 6, Dec. 2016.
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PMHT Approach for Underwater Bearing-Only Multisensor–Multitarget Tracking in ClutterX. Li, P. Willett, M. Baum, and Y. LiIEEE Journal of Oceanic Engineering, vol. 41, no. 4, Oct. 2016.
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An EM approach for contour tracking based on point cloudsH. Kaulbersch, M. Baum, and P. Willett2016 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), Baden-Baden, Germany, 2016.
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Metrics for performance evaluation of elliptic extended object tracking methodsS. Yang, M. Baum, and K. Granström2016 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), Baden-Baden, Germany, 2016.
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The Kernel-SME Filter with False and Missing MeasurementsM. Baum, S. Yang, and U. D. Hanebeck2016 19th International Conference on Information Fusion (FUSION), Heidelberg, Germany, 2016.
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State Estimation Considering Negative Information with Switching Kalman and Ellipsoidal FilteringB. Noack, F. Pfaff, M. Baum, and U. D. Hanebeck2016 19th International Conference on Information Fusion (FUSION), Heidelberg, Germany, 2016.
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Second-order extended Kalman filter for extended object and group trackingS. Yang and M. Baum2016 19th International Conference on Information Fusion (FUSION), Heidelberg, Germany, 2016.
2015
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On Wasserstein Barycenters and MMOSPA EstimationM. Baum, P. Willett, and U. D. HanebeckIEEE Signal Processing Letters, vol. 22, no. 10, Oct. 2015.
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Recursive Bayesian pose and shape estimation of 3D objects using transformed plane curvesF. Faion, A. Zea, J. Steinbring, M. Baum, and U. D. Hanebeck2015 Sensor Data Fusion: Trends, Solutions, Applications (SDF), Bonn, Germany, 2015.
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Linear‐time JPDAF based on many‐2‐many approximation of marginal association probabilitiesM. BaumElectronics Letters, vol. 51, no. 19, Sep. 2015.
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Kalman filter-based SLAM with unknown data association using Symmetric Measurement EquationsM. Baum, B. Noack, and U. D. Hanebeck2015 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), San Diego, California, USA, 2015.
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Depth sensor calibration by tracking an extended objectF. Faion, M. Baum, A. Zea, and U. D. Hanebeck2015 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), San Diego, California, USA, 2015.
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State estimation for ellipsoidally constrained dynamic systems with set-membership pseudo measurementsB. Noack, M. Baum, and U. D. Hanebeck2015 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), San Diego, California, USA, 2015.
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TrackSort: Predictive tracking for sorting uncooperative bulk materialsF. Pfaff, M. Baum, B. Noack, U. D. Hanebeck, R. Gruna, T. Langle, and J. Beyerer2015 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), San Diego, California, USA, 2015.
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A closed-form likelihood for Particle Filters to track extended objects with star-convex RHMsJ. Steinbring, M. Baum, A. Zea, F. Faion, and U. D. Hanebeck2015 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), San Diego, California, USA, 2015.
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MMOSPA estimation with unknown number of objectsB. Balasingam, M. Baum, and P. Willett2015 IEEE China Summit and International Conference on Signal and Information Processing (ChinaSIP), Chengdu, China, 2015.
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OSPA barycenters for clustering set-valued dataM. Baum, B. Balasingam, P. Willett, and U. D. Hanebeck2015 18th International Conference on Information Fusion (Fusion), Washington, USA, 2015.
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MMOSPA-based direction-of-arrival tracking with a passive sonar array — An experimental studyM. Baum and P. Willett2015 18th International Conference on Information Fusion (Fusion), Washington, USA, 2015.
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Partial likelihood for unbiased extended object trackingF. Faion, A. Zea, M. Baum, and U. D. Hanebeck2015 18th International Conference on Information Fusion (Fusion), Washington, USA, 2015.
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Association-free direct filtering of multi-target random finite sets with set distance measuresU. D. Hanebeck and M. Baum2015 18th International Conference on Information Fusion (Fusion), Washington, USA, 2015.
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Online playtime prediction for cognitive video streamingD. Pasupuleti, P. Mannaru, B. Balasingam, M. Baum, K. Pattipati, P. Willett, C. Lintz, G. Commeau, F. Dorigo, and J. Fahrny2015 18th International Conference on Information Fusion (Fusion), Washington, USA, 2015.
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The GFMT HPMHT puzzleP. Willett, T. Luginbuhl, and M. Baum2015 18th International Conference on Information Fusion (Fusion), Washington, USA, 2015.
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Symmetries in Bayesian Extended Object TrackingF. Faion, A. Zea, M. Baum, and U. D. HanebeckJournal of Advances in Information Fusion, vol. 10, no. 1, Jun. 2015.
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Polynomial-Time Algorithms for the Exact MMOSPA Estimate of a Multi-Object Probability Density Represented by ParticlesM. Baum, P. Willett, and U. D. HanebeckIEEE Transactions on Signal Processing, vol. 63, no. 10, May 2015.
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Extracting speed, heading and turn-rate measurements from extended objects using the EM algorithmS. Bordonaro, P. Willett, Y. Bar-Shalom, M. Baum, and T. Luginbuhl2015 IEEE Aerospace Conference, Big Sky, Montana, USA, 2015.
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Conveying System, Plant for Sorting Bulk Goods having a Conveying System of this Type, and Transport method. Google Patents, 2015.
2014
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MMOSPA-based Track Extraction in the PHD Filter – A Justification for k-Means ClusteringM. Baum, P. Willett, and U. D. Hanebeck53rd IEEE Conference on Decision and Control, Los Angeles, California, USA, 2014.
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Bayesian estimation of line segmentsF. Faion, A. Zea, M. Baum, and U. D. Hanebeck2014 Sensor Data Fusion: Trends, Solutions, Applications (SDF), Bonn, Germany, 2014.
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Evaluation of the PMHT approach for passive radar tracking with unknown transmitter associationsX. Li, M. Baum, P. Willett, and Y. Li17th International Conference on Information Fusion (FUSION), Salamanca, Spain, 2014.
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Approximate calculation of marginal association probabilities using a hybrid data association modelM. Baum, P. Willett, Y. Bar-Shalom, and U. D. HanebeckSignal and Data Processing of Small Targets 2014, 2014.
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MMOSPA-based direction-of-arrival estimation for planar antenna arraysM. Baum, P. Willett, and U. D. Hanebeck2014 IEEE 8th Sensor Array and Multichannel Signal Processing Workshop (SAM), A Coruña, Spain, 2014.
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Real-time kernel-based multiple target tracking for robotic beating heart surgeryG. Kurz, M. Baum, and U. D. Hanebeck2014 IEEE 8th Sensor Array and Multichannel Signal Processing Workshop (SAM), A Coruña, Spain, 2014.
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Tracking simplified shapes using a stochastic boundaryA. Zea, F. Faion, M. Baum, and U. D. Hanebeck2014 IEEE 8th Sensor Array and Multichannel Signal Processing Workshop (SAM), A Coruña, Spain, 2014.
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A hybrid data association model for efficient multi-target maximum likelihood estimationM. Baum and P. Willett2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2014.
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Extended Object Tracking with Random Hypersurface ModelsM. Baum and U. D. HanebeckIEEE Transactions on Aerospace and Electronic Systems, vol. 50, no. 1, Jan. 2014.
2013
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The Kernel-SME filter for multiple target trackingM. Baum and U. D. HanebeckProceedings of the 16th International Conference on Information Fusion, Istanbul, Turkey, 2013.
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Silhouette measurements for Bayesian object tracking in noisy point cloudsF. Faion, M. Baum, and U. D. HanebeckProceedings of the 16th International Conference on Information Fusion, Istanbul, Turkey, 2013.
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Level-Set Random Hypersurface Models for tracking non-convex extended objectsA. Zea, F. Faion, M. Baum, and U. D. HanebeckProceedings of the 16th International Conference on Information Fusion, Istanbul, Turkey, 2013.
2012
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Optimal point estimates for multi-target states based on kernel distancesM. Baum, P. Ruoff, D. Itte, and U. D. Hanebeck2012 IEEE 51st IEEE Conference on Decision and Control (CDC), Maui, Hawaii, USA, 2012.
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Extended Object Tracking Based on Set-Theoretic and Stochastic FusionM. Baum and U. D. HanebeckIEEE Transactions on Aerospace and Electronic Systems, vol. 48, no. 4, Oct. 2012.
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Tracking ground moving extended objects using RGBD dataM. Baum, F. Faion, and U. D. Hanebeck2012 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), Hamburg, Germany, 2012.
Best Paper Award Finalist
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Student research highlight: Simultaneous tracking and shape estimation of extended targetsM. BaumIEEE Aerospace and Electronic Systems Magazine, vol. 27, no. 7, Jul. 2012.
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Modeling the target extent with multiplicative noiseM. Baum, F. Faion, and U. D. Hanebeck2012 15th International Conference on Information Fusion, Singapore, 2012.
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Calculating some exact MMOSPA estimates for particle distributionsM. Baum, P. Willett, and U. D. Hanebeck2012 15th International Conference on Information Fusion, Singapore, 2012.
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Tracking 3D shapes in noisy point clouds with Random Hypersurface ModelsF. Faion, M. Baum, and U. D. Hanebeck2012 15th International Conference on Information Fusion, Singapore, 2012.
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Evaluation of tracking methods for maritime surveillanceY. Fischer, M. Baum, F. Flohr, U. D. Hanebeck, and J. BeyererSignal Processing, Sensor Fusion, and Target Recognition XXI, Baltimore, Maryland, USA, 2012.
2011
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Mixture Random Hypersurface Models for tracking multiple extended objectsM. Baum, B. Noack, and U. D. HanebeckIEEE Conference on Decision and Control and European Control Conference, Orlando, Florida, USA, 2011.
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Fitting conics to noisy data using stochastic linearizationM. Baum and U. D. Hanebeck2011 IEEE/RSJ International Conference on Intelligent Robots and Systems, San Francisco, California, USA, 2011.
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Automatic Exploitation of Independencies for Covariance Bounding in Fully Decentralized EstimationB. Noack, M. Baum, and U. D. HanebeckProceedings of the 18th IFAC World Congress (IFAC 2011), Milan, Italy, vol. 44, no. 1, , 2011.
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Shape tracking of extended objects and group targets with star-convex RHMsM. Baum and U. D. Hanebeck14th International Conference on Information Fusion, Chicago, Illinois, USA, 2011.
Best Student Paper Award
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Using Symmetric State Transformations for Multi-Target TrackingM. Baum and U. D. Hanebeck14th International Conference on Information Fusion, Chicago, Illinois, USA, 2011.
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Optimal Gaussian filtering for polynomial systems applied to association-free multi-target trackingM. Baum, B. Noack, F. Beutler, D. Itte, and U. D. Hanebeck14th International Conference on Information Fusion, Chicago, Illinois, USA, 2011.
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Covariance intersection in nonlinear estimation based on pseudo Gaussian densitiesB. Noack, M. Baum, and U. D. Hanebeck14th International Conference on Information Fusion, Chicago, Illinois, USA, 2011.
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Analysis of set-theoretic and stochastic models for fusion under unknown correlationsM. Reinhardt, B. Noack, M. Baum, and U. D. Hanebeck14th International Conference on Information Fusion, Chicago, Illinois, USA, 2011.
2010
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Extended Object and Group Tracking: A Comparison of Random Matrices and Random Hypersurface ModelsM. Baum, M. Feldmann, D. Fränken, U. D. Hanebeck, and W. KochINFORMATIK 2010. Service Science – Neue Perspektiven für die Informatik. Band 2, 2010.
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Data association in a world model for autonomous systemsM. Baum, I. Gheta, A. Belkin, J. Beyerer, and U. D. Hanebeck2010 IEEE Conference on Multisensor Fusion and Integration, Salt Lake City, Utah, USA, 2010.
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Association-free tracking of two closely spaced targetsM. Baum and U. D. Hanebeck2010 IEEE Conference on Multisensor Fusion and Integration, Salt Lake City, Utah, USA, 2010.
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Tracking a minimum bounding rectangle based on extreme value theoryM. Baum and U. D. Hanebeck2010 IEEE Conference on Multisensor Fusion and Integration, Salt Lake City, Utah, USA, 2010.
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Three pillar information management system for modeling the environment of autonomous systemsI. Gheţa, M. Baum, A. Belkin, J. Beyerer, and U. D. Hanebeck2010 IEEE International Conference on Virtual Environments, Human-Computer Interfaces and Measurement Systems, Taranto, Italy, 2010.
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A visual interactive debugger based on symbolic executionR. Hähnle, M. Baum, R. Bubel, and M. RotheProceedings of the IEEE/ACM international conference on Automated software engineering, Antwerp, Belgium, 2010.
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A novel Bayesian method for fitting a circle to noisy pointsM. Baum, V. Klumpp, and U. D. Hanebeck2010 13th International Conference on Information Fusion, Edinburgh, United Kingdom, 2010.
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Extended object and group tracking with Elliptic Random Hypersurface ModelsM. Baum, B. Noack, and U. D. Hanebeck2010 13th International Conference on Information Fusion, Edinburgh, United Kingdom, 2010.
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Combined set-theoretic and stochastic estimation: A comparison of the SSI and the CS filterV. Klumpp, B. Noack, M. Baum, and U. D. Hanebeck2010 13th International Conference on Information Fusion, Edinburgh, United Kingdom, 2010.
2009
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Random Hypersurface Models for extended object trackingM. Baum and U. D. Hanebeck2009 IEEE International Symposium on Signal Processing and Information Technology (ISSPIT), Ajman, United Arab Emirates, 2009.
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Tracking an Extended Object Modeled as an Axis-Aligned RectangleM. Baum and U. D. HanebeckInformatik 2009 – Im Focus das Leben, Lübeck, Germany, 2009.
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Extended object tracking based on combined set-theoretic and stochastic fusionM. Baum and U. D. Hanebeck2009 12th International Conference on Information Fusion, Seattle, Washington, USA, 2009.